Can RAG use bibliometric metadata?

Research Proposal, PhD Program in Information Science

Poppy Riddle

hello there!

Presentation overview

  • Introduction
  • Part 1: Random sample
  • Part 2: Comparing sources
  • Part 3: RAG in action
  • Concluding thoughts and questions

Introduction

Background

abstracts as summaries, though limited in depth

many abstracts, might provide a more holistic answer

systematic review well known process

abstracts may be available when the paper is paywalled

summer of 2024 experimented using abstracts as a source of RAG applications

cite work by Zain and Gowri, published proceedings,

3 areas should be explored:

  1. metadata characterization
  2. metadata source
  3. evaluate characteristic impact through case study

Part 1: Characterize metadata

Characterize metadata from Crossref

What are the characteristics of textual metadata from a registration agency, such as Crossref?

Title

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